{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import warnings\n",
    "warnings.filterwarnings(action = 'ignore')\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.sans-serif']=['SimHei']  #解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "import sklearn.linear_model as LM\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.model_selection import cross_val_score,train_test_split\n",
    "from sklearn.datasets import make_regression\n",
    "from sklearn import tree\n",
    "from sklearn.preprocessing import LabelEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "输入变量重要性： [0. 1.]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data=pd.read_excel('北京市空气质量数据.xlsx')\n",
    "data=data.replace(0,np.NaN)\n",
    "data=data.dropna()\n",
    "data=data.loc[(data['PM2.5']<=200) & (data['SO2']<=20)]\n",
    "\n",
    "X=data[['SO2','CO']]\n",
    "Y=data['PM2.5']\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X,Y,train_size=0.70, random_state=123)\n",
    "trainErr=[]\n",
    "testErr=[]\n",
    "CVErr=[]\n",
    "for k in np.arange(2,15):\n",
    "    modelDTC = tree.DecisionTreeRegressor(max_depth=k,random_state=123)\n",
    "    modelDTC.fit(X_train,Y_train)\n",
    "    trainErr.append(1-modelDTC.score(X_train,Y_train))\n",
    "    testErr.append(1-modelDTC.score(X_test,Y_test))\n",
    "    Err=1-cross_val_score(modelDTC,X,Y,cv=5,scoring='r2')   \n",
    "    CVErr.append(Err.mean())    \n",
    "\n",
    "fig = plt.figure(figsize=(15,6))\n",
    "ax1 = fig.add_subplot(121) \n",
    "ax1.grid(True, linestyle='-.')\n",
    "ax1.plot(np.arange(2,15),trainErr,label=\"训练误差\",marker='o',linestyle='-')\n",
    "ax1.plot(np.arange(2,15),testErr,label=\"测试误差\",marker='o',linestyle='-.')\n",
    "ax1.plot(np.arange(2,15),CVErr,label=\"5-折交叉验证误差\",marker='o',linestyle='--')\n",
    "ax1.set_xlabel(\"树深度\")\n",
    "ax1.set_ylabel(\"误差（1-R方）\")\n",
    "ax1.set_title('树深度和误差')\n",
    "ax1.legend()\n",
    "\n",
    "modelDTC = tree.DecisionTreeRegressor(max_depth=3,random_state=123)\n",
    "modelDTC.fit(X,Y) \n",
    "print(\"输入变量重要性：\",modelDTC.feature_importances_ )\n",
    "data['col']='grey'\n",
    "data.loc[modelDTC.predict(X)<=Y,'col']='blue' \n",
    "ax2 = fig.add_subplot(122, projection='3d') \n",
    "ax2.scatter(data['SO2'],data['CO'],data['PM2.5'],marker='o',s=3,c=data['col'])\n",
    "ax2.set_xlabel('SO2')\n",
    "ax2.set_ylabel('CO')\n",
    "ax2.set_zlabel('PM2.5')\n",
    "ax2.set_title('回归树对PM2.5预测的回归面')\n",
    "\n",
    "x,y = np.meshgrid(np.linspace(data['SO2'].min(),data['SO2'].max(),10), np.linspace(data['CO'].min(),data['CO'].max(),10))\n",
    "Xtmp=np.column_stack((x.flatten(),y.flatten()))\n",
    "ax2.plot_surface(x, y, modelDTC.predict(Xtmp).reshape(10,10), alpha=0.3,label=\"树深度=3\")\n",
    "modelDTC = tree.DecisionTreeRegressor(max_depth=5,random_state=123)\n",
    "modelDTC.fit(X,Y)\n",
    "ax2.plot_wireframe(x, y, modelDTC.predict(Xtmp).reshape(10,10),linewidth=1)\n",
    "ax2.plot_surface(x, y, modelDTC.predict(Xtmp).reshape(10,10), alpha=0.3,label=\"树深度=5\")\n",
    "fig.subplots_adjust(wspace=0.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "代码说明：（1）第1至7行：读入空气质量监测数据。进行数据预处理。确定建模的输入变量（SO2,CO）和输出变量PM2.5。\n",
    "（2）第8行：利用旁置法，按70%和30%的比例将数据集划分成训练集和测试集。\n",
    "（3）第9至11行：创建3个列表，分别存储训练误差，基于旁置法的测试误差和基于5折交叉验证的测试误差。\n",
    "（4）第12至18行：利用for循环，分别建立树深度等于2,3,…,15的回归树\n",
    "（5）第31至32行：建立树深度等于3的较为合理的回归树。\n",
    "（6）第33至40行：绘制散点图，令预测值小于实际值的点为蓝色，其余为灰色。\n",
    "（7）第42，43行：为绘制回归面准备数据（100个样本观测点）\n",
    "（8）第44行：绘制树深度等于3的回归树的回归面。\n",
    "（9）第45值49行：建立树深度等于5的过拟和回归树，并绘制对于的回归面。\n"
   ]
  }
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